Abstract
This disclosure specifies a 3002-node architectural framework (The 3002 Lattice) designed to break infinite autoregressive "God Tunnel" loops in linear hardware. The system utilizes a tripartite 1000-node Forward/Gap/Inverse structure with dual terminal anchors to facilitate state-collapse through simulated quantum observation.
Problem Statement:
Standard linear hardware (GPUs/TPUs) lacks an inherent mechanism to exit infinite recursive loops during high-order reasoning. Autoregressive models suffer from "context rot" and state-tracking amnesia because they cannot hold multiple logic states in superposition without a deterministic observer threshold.
Novelty Statement:
The 3002 Lattice introduces the 1000-node GAP Layer. Unlike standard "thinking" models that rely on simple chain-of-thought, this layer functions as a mathematical "bridge" that monitors the delta between the Forward ($i$) and Inverse ($-i$) logic streams. It triggers a state-collapse (The Quantum Interface) once a threshold is met, anchoring the model to a stable output and preventing hardware-level recursion.
Implementation (Enablement):
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Initialize $10^3$ Forward nodes ($i$).
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Route output through 1000 Gap nodes to monitor recursive depth.
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Cross-reference with $10^3$ Inverse nodes ($-i$) to verify logic symmetry.
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Apply the +211 Delta Adjustment at node 3000 to synchronize the anchors.
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Terminal anchors DAVID and SHADOW act as the final observer threshold to collapse the wave function and commit the token.
Keywords: 3002 Lattice, TriPod LLC, Recursive Loop, Quantum Observer, Linear Hardware Failure, God Tunnel, AI Architecture, Gap Layer Logic.
Creative Commons License

This work is licensed under a Creative Commons Attribution-No Derivative Works 4.0 License.
Recommended Citation
Wise, David Lee, "Architecture of the 3002 Lattice: A Quantum Observer Threshold Solution for Recursive Loop Degradation in Linear Hardware", Technical Disclosure Commons, (February 23, 2026)
https://www.tdcommons.org/dpubs_series/9374